{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import graphlab\n",
    "graphlab.canvas.set_target('ipynb')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2016-05-05 00:48:15,611 [INFO] graphlab.cython.cy_server, 176: GraphLab Create v1.9 started. Logging: /tmp/graphlab_server_1462423694.log\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/dir_archive.ini to /var/tmp/graphlab-alexcombs/2583/a01b5b88-d83b-4cee-9518-6f2c00f6450a.ini</pre>"
      ],
      "text/plain": [
       "Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/dir_archive.ini to /var/tmp/graphlab-alexcombs/2583/a01b5b88-d83b-4cee-9518-6f2c00f6450a.ini"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/objects.bin to /var/tmp/graphlab-alexcombs/2583/72439a0b-dab7-42db-b1bc-df2214be3aaa.bin</pre>"
      ],
      "text/plain": [
       "Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/objects.bin to /var/tmp/graphlab-alexcombs/2583/72439a0b-dab7-42db-b1bc-df2214be3aaa.bin"
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     "data": {
      "text/html": [
       "<pre>Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.frame_idx to /var/tmp/graphlab-alexcombs/2583/18fc5643-4705-46bd-a139-1a1bb577803f.frame_idx</pre>"
      ],
      "text/plain": [
       "Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.frame_idx to /var/tmp/graphlab-alexcombs/2583/18fc5643-4705-46bd-a139-1a1bb577803f.frame_idx"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "<pre>Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.sidx to /var/tmp/graphlab-alexcombs/2583/c6071a99-b4ad-4e22-921f-9c06cd8eb566.sidx</pre>"
      ],
      "text/plain": [
       "Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.sidx to /var/tmp/graphlab-alexcombs/2583/c6071a99-b4ad-4e22-921f-9c06cd8eb566.sidx"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This trial license of GraphLab Create is assigned to acombs@contently.com and will expire on June 03, 2016. Please contact trial@dato.com for licensing options or to request a free non-commercial license for personal or academic use.\n"
     ]
    }
   ],
   "source": [
    "gl_img = graphlab.SFrame('http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.0000 to /var/tmp/graphlab-alexcombs/2583/ead1b286-8ede-40f9-aaf7-bcf09c13f13a.0000</pre>"
      ],
      "text/plain": [
       "Downloading http://s3.amazonaws.com/dato-datasets/coursera/deep_learning/image_train_data/m_8b0619884fada761.0000 to /var/tmp/graphlab-alexcombs/2583/ead1b286-8ede-40f9-aaf7-bcf09c13f13a.0000"
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       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">id</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">deep_features</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image_array</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">24</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.242871761322,<br>1.09545373917, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[73.0, 77.0, 58.0, 71.0,<br>68.0, 50.0, 77.0, 69.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">33</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.525087952614, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[7.0, 5.0, 8.0, 7.0, 5.0,<br>8.0, 5.0, 4.0, 6.0, 7.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">36</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.566015958786, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[169.0, 122.0, 65.0,<br>131.0, 108.0, 75.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">70</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">dog</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.12979578972, 0.0, 0.0,<br>0.778194487095, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[154.0, 179.0, 152.0,<br>159.0, 183.0, 157.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">90</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.71786928177, 0.0, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[216.0, 195.0, 180.0,<br>201.0, 178.0, 160.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">97</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">automobile</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.57818555832, 0.0, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[33.0, 44.0, 27.0, 29.0,<br>44.0, 31.0, 32.0, 45.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">107</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">dog</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.0,<br>0.220677852631, 0.0,  ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[97.0, 51.0, 31.0, 104.0,<br>58.0, 38.0, 107.0, 61.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">121</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.23753464222, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[93.0, 96.0, 88.0, 102.0,<br>106.0, 97.0, 117.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">136</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">automobile</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.0, 0.0, 0.0, 0.0,<br>0.0, 7.5737862587, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[35.0, 59.0, 53.0, 36.0,<br>56.0, 56.0, 42.0, 62.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">138</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.658935725689, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[205.0, 193.0, 195.0,<br>200.0, 187.0, 193.0, ...</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[2005 rows x 5 columns]<br/>Note: Only the head of the SFrame is printed.<br/>You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns.\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tid\tint\n",
       "\timage\tImage\n",
       "\tlabel\tstr\n",
       "\tdeep_features\tarray\n",
       "\timage_array\tarray\n",
       "\n",
       "Rows: 2005\n",
       "\n",
       "Data:\n",
       "+-----+----------------------+------------+-------------------------------+\n",
       "|  id |        image         |   label    |         deep_features         |\n",
       "+-----+----------------------+------------+-------------------------------+\n",
       "|  24 | Height: 32 Width: 32 |    bird    | [0.242871761322, 1.0954537... |\n",
       "|  33 | Height: 32 Width: 32 |    cat     | [0.525087952614, 0.0, 0.0,... |\n",
       "|  36 | Height: 32 Width: 32 |    cat     | [0.566015958786, 0.0, 0.0,... |\n",
       "|  70 | Height: 32 Width: 32 |    dog     | [1.12979578972, 0.0, 0.0, ... |\n",
       "|  90 | Height: 32 Width: 32 |    bird    | [1.71786928177, 0.0, 0.0, ... |\n",
       "|  97 | Height: 32 Width: 32 | automobile | [1.57818555832, 0.0, 0.0, ... |\n",
       "| 107 | Height: 32 Width: 32 |    dog     | [0.0, 0.0, 0.220677852631,... |\n",
       "| 121 | Height: 32 Width: 32 |    bird    | [0.0, 0.23753464222, 0.0, ... |\n",
       "| 136 | Height: 32 Width: 32 | automobile | [0.0, 0.0, 0.0, 0.0, 0.0, ... |\n",
       "| 138 | Height: 32 Width: 32 |    bird    | [0.658935725689, 0.0, 0.0,... |\n",
       "+-----+----------------------+------------+-------------------------------+\n",
       "+-------------------------------+\n",
       "|          image_array          |\n",
       "+-------------------------------+\n",
       "| [73.0, 77.0, 58.0, 71.0, 6... |\n",
       "| [7.0, 5.0, 8.0, 7.0, 5.0, ... |\n",
       "| [169.0, 122.0, 65.0, 131.0... |\n",
       "| [154.0, 179.0, 152.0, 159.... |\n",
       "| [216.0, 195.0, 180.0, 201.... |\n",
       "| [33.0, 44.0, 27.0, 29.0, 4... |\n",
       "| [97.0, 51.0, 31.0, 104.0, ... |\n",
       "| [93.0, 96.0, 88.0, 102.0, ... |\n",
       "| [35.0, 59.0, 53.0, 36.0, 5... |\n",
       "| [205.0, 193.0, 195.0, 200.... |\n",
       "+-------------------------------+\n",
       "[2005 rows x 5 columns]\n",
       "Note: Only the head of the SFrame is printed.\n",
       "You can use print_rows(num_rows=m, num_columns=n) to print more rows and columns."
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gl_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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   "execution_count": 36,
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       "                require(['//dato.com/files/canvas/1.9/js/ipython_app.js'], function(IPythonApp){\n",
       "                    var app = new IPythonApp();\n",
       "                    app.attachView('sarray','Images', {\"ipython\": true, \"rows\": [{\"format\": \"png\", \"value\": \"image/png;base64,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\\n\", \"height\": 32, \"channels\": 3, \"width\": 32, \"type\": \"image\", \"id\": 4338787344}], \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"Image\", \"view_component\": \"Images\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 1}, \"type\": \"SArray\", \"view_components\": [\"Images\"]}}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img = graphlab.Image('/Users/alexcombs/Downloads/profile_pic.jpg')\n",
    "ppsf = graphlab.SArray([img])\n",
    "ppsf = graphlab.image_analysis.resize(ppsf, 32,32)\n",
    "ppsf.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ppsf = graphlab.SFrame(ppsf).rename({'X1': 'image'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[1 rows x 1 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\timage\tImage\n",
       "\n",
       "Rows: 1\n",
       "\n",
       "Data:\n",
       "+----------------------+\n",
       "|        image         |\n",
       "+----------------------+\n",
       "| Height: 32 Width: 32 |\n",
       "+----------------------+\n",
       "[1 rows x 1 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppsf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Images being resized.</pre>"
      ],
      "text/plain": [
       "Images being resized."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "deep_learning_model = graphlab.load_model('http://s3.amazonaws.com/GraphLab-Datasets/deeplearning/imagenet_model_iter45')\n",
    "ppsf['deep_features'] = deep_learning_model.extract_features(ppsf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">deep_features</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[2.32031345367, 0.0, 0.0,<br>0.0, 0.0, 0.31992828846, ...</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[1 rows x 2 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\timage\tImage\n",
       "\tdeep_features\tarray\n",
       "\n",
       "Rows: 1\n",
       "\n",
       "Data:\n",
       "+----------------------+-------------------------------+\n",
       "|        image         |         deep_features         |\n",
       "+----------------------+-------------------------------+\n",
       "| Height: 32 Width: 32 | [2.32031345367, 0.0, 0.0, ... |\n",
       "+----------------------+-------------------------------+\n",
       "[1 rows x 2 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppsf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ppsf['label'] = 'me'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "49970"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gl_img['id'].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ppsf['id'] = 50000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">deep_features</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">id</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[2.32031345367, 0.0, 0.0,<br>0.0, 0.0, 0.31992828846, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">me</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">50000</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[1 rows x 4 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\timage\tImage\n",
       "\tdeep_features\tarray\n",
       "\tlabel\tstr\n",
       "\tid\tint\n",
       "\n",
       "Rows: 1\n",
       "\n",
       "Data:\n",
       "+----------------------+-------------------------------+-------+-------+\n",
       "|        image         |         deep_features         | label |   id  |\n",
       "+----------------------+-------------------------------+-------+-------+\n",
       "| Height: 32 Width: 32 | [2.32031345367, 0.0, 0.0, ... |   me  | 50000 |\n",
       "+----------------------+-------------------------------+-------+-------+\n",
       "[1 rows x 4 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ppsf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "labels = ['id', 'image', 'label', 'deep_features']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "part_train = gl_img[labels]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">id</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">deep_features</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49840</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0344250798225, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49845</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">dog</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.125242829323, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49881</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.0, 0.0, 0.0, 0.0,<br>0.0, 9.30746841431, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49896</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.0,<br>0.592454433441, 0.0,  ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49913</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">automobile</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.2023819685,<br>0.342965483665, 0.0,  ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49919</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">automobile</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.0, 0.0, 0.0,<br>0.769036352634, 0.0,  ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49927</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">dog</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.558163285255, 0.0,<br>1.05110442638, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49958</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.674960494041, 0.0,<br>0.0, 1.9640891552, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">49970</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.07501864433, 0.0, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">50000</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">me</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[2.32031345367, 0.0, 0.0,<br>0.0, 0.0, 0.31992828846, ...</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[10 rows x 4 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tid\tint\n",
       "\timage\tImage\n",
       "\tlabel\tstr\n",
       "\tdeep_features\tarray\n",
       "\n",
       "Rows: 10\n",
       "\n",
       "Data:\n",
       "+-------+----------------------+------------+-------------------------------+\n",
       "|   id  |        image         |   label    |         deep_features         |\n",
       "+-------+----------------------+------------+-------------------------------+\n",
       "| 49840 | Height: 32 Width: 32 |    cat     | [0.0344250798225, 0.0, 0.0... |\n",
       "| 49845 | Height: 32 Width: 32 |    dog     | [0.125242829323, 0.0, 0.0,... |\n",
       "| 49881 | Height: 32 Width: 32 |    bird    | [0.0, 0.0, 0.0, 0.0, 0.0, ... |\n",
       "| 49896 | Height: 32 Width: 32 |    cat     | [0.0, 0.0, 0.592454433441,... |\n",
       "| 49913 | Height: 32 Width: 32 | automobile | [1.2023819685, 0.342965483... |\n",
       "| 49919 | Height: 32 Width: 32 | automobile | [0.0, 0.0, 0.0, 0.76903635... |\n",
       "| 49927 | Height: 32 Width: 32 |    dog     | [0.558163285255, 0.0, 1.05... |\n",
       "| 49958 | Height: 32 Width: 32 |    cat     | [0.674960494041, 0.0, 0.0,... |\n",
       "| 49970 | Height: 32 Width: 32 |    cat     | [1.07501864433, 0.0, 0.0, ... |\n",
       "| 50000 | Height: 32 Width: 32 |     me     | [2.32031345367, 0.0, 0.0, ... |\n",
       "+-------+----------------------+------------+-------------------------------+\n",
       "[10 rows x 4 columns]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_train = part_train.append(ppsf[labels])\n",
    "new_train.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Starting brute force nearest neighbors model training.</pre>"
      ],
      "text/plain": [
       "Starting brute force nearest neighbors model training."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "knn_model = graphlab.nearest_neighbors.create(new_train,features=['deep_features'],\n",
    "                                             label='id')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat_test = new_train[145:146]\n",
    "graphlab.image_analysis.resize(cat_test['image'], 96,96).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Starting pairwise querying.</pre>"
      ],
      "text/plain": [
       "Starting pairwise querying."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
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      "text/plain": [
       "+--------------+---------+-------------+--------------+"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Query points | # Pairs | % Complete. | Elapsed Time |</pre>"
      ],
      "text/plain": [
       "| Query points | # Pairs | % Complete. | Elapsed Time |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0            | 1       | 0.0498504   | 24.313ms     |</pre>"
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      "text/plain": [
       "| 0            | 1       | 0.0498504   | 24.313ms     |"
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     "metadata": {},
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    },
    {
     "data": {
      "text/html": [
       "<pre>| Done         |         | 100         | 319.561ms    |</pre>"
      ],
      "text/plain": [
       "| Done         |         | 100         | 319.561ms    |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
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     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">query_label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">reference_label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">distance</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3756</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">40326</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">33.1991088949</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">46023</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">33.8479678253</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">43313</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34.2798137211</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">19497</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">34.7406348212</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[5 rows x 4 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tquery_label\tint\n",
       "\treference_label\tint\n",
       "\tdistance\tfloat\n",
       "\trank\tint\n",
       "\n",
       "Rows: 5\n",
       "\n",
       "Data:\n",
       "+-------------+-----------------+---------------+------+\n",
       "| query_label | reference_label |    distance   | rank |\n",
       "+-------------+-----------------+---------------+------+\n",
       "|      0      |       3756      |      0.0      |  1   |\n",
       "|      0      |      40326      | 33.1991088949 |  2   |\n",
       "|      0      |      46023      | 33.8479678253 |  3   |\n",
       "|      0      |      43313      | 34.2798137211 |  4   |\n",
       "|      0      |      19497      | 34.7406348212 |  5   |\n",
       "+-------------+-----------------+---------------+------+\n",
       "[5 rows x 4 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_frame = knn_model.query(cat_test)\n",
    "sim_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Starting pairwise querying.</pre>"
      ],
      "text/plain": [
       "Starting pairwise querying."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
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       "+--------------+---------+-------------+--------------+"
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     "data": {
      "text/html": [
       "<pre>| Query points | # Pairs | % Complete. | Elapsed Time |</pre>"
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       "| Query points | # Pairs | % Complete. | Elapsed Time |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
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      "text/plain": [
       "+--------------+---------+-------------+--------------+"
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    {
     "data": {
      "text/html": [
       "<pre>| 0            | 1       | 0.0498504   | 36.356ms     |</pre>"
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      "text/plain": [
       "| 0            | 1       | 0.0498504   | 36.356ms     |"
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    {
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       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def reveal_my_twin(x):\n",
    "    return gl_img.filter_by(x['reference_label'],'id')\n",
    "\n",
    "spirit_animal = reveal_my_twin(knn_model.query(cat_test))\n",
    "spirit_animal['image'].show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
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       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"//cdnjs.cloudflare.com/ajax/libs/font-awesome/4.1.0/css/font-awesome.min.css\"\n",
       "}));\n",
       "$(\"head\").append($(\"<link/>\").attr({\n",
       "  rel:  \"stylesheet\",\n",
       "  type: \"text/css\",\n",
       "  href: \"//dato.com/files/canvas/1.9/css/canvas.css\"\n",
       "}));\n",
       "\n",
       "            (function(){\n",
       "\n",
       "                var e = null;\n",
       "                if (typeof element == 'undefined') {\n",
       "                    var scripts = document.getElementsByTagName('script');\n",
       "                    var thisScriptTag = scripts[scripts.length-1];\n",
       "                    var parentDiv = thisScriptTag.parentNode;\n",
       "                    e = document.createElement('div');\n",
       "                    parentDiv.appendChild(e);\n",
       "                } else {\n",
       "                    e = element[0];\n",
       "                }\n",
       "\n",
       "                if (typeof requirejs !== 'undefined') {\n",
       "                    // disable load timeout; ipython_app.js is large and can take a while to load.\n",
       "                    requirejs.config({waitSeconds: 0});\n",
       "                }\n",
       "\n",
       "                require(['//dato.com/files/canvas/1.9/js/ipython_app.js'], function(IPythonApp){\n",
       "                    var app = new IPythonApp();\n",
       "                    app.attachView('sarray','Images', {\"ipython\": true, \"rows\": [{\"format\": \"png\", \"value\": 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2xpkIlYC2QitppqL5V4ZVk5pqS4oU5uVcXWw271X2jkShKds+QfLKiuDo4iX5HPlDiUREQUlsP5nM7y7dkqSlWlQ/GKzK6kmbtYODzftKlfqmTXsr0OrsJDWRpkItYCmYit2l9JJbo3HQN93HIlmUT6LlAte6ol9NKjhWbOnFkcUgyiTyp/asWicoKg8lfJ0jeExhSNknQHkRJEWVDsyJHoTNud7fav+cnPfzjoUEqx4iNFgMtlkKVBpmItkInYArVVVBKbZLNQWlV+VblANZrAUtnyzTalG+pmz4QVq3QjA6k7VIv/REpZ45Z0h5wAOjQIruXEQuk/Q1Cu6ZTUZnm9FWXTLv04PQJJv6bOXNl3vq3kJ4OlQSbyP9JSCN6lO0tiAAAAAElFTkSuQmCC\\n\", \"height\": 96, \"channels\": 3, \"width\": 96, \"type\": \"image\", \"id\": 4594327632}], \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"Image\", \"view_component\": \"Images\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 1}, \"type\": \"SArray\", \"view_components\": [\"Images\"]}}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "me_test = new_train[-1:]\n",
    "graphlab.image_analysis.resize(me_test['image'], 96,96).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Starting pairwise querying.</pre>"
      ],
      "text/plain": [
       "Starting pairwise querying."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Query points | # Pairs | % Complete. | Elapsed Time |</pre>"
      ],
      "text/plain": [
       "| Query points | # Pairs | % Complete. | Elapsed Time |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0            | 1       | 0.0498504   | 31.203ms     |</pre>"
      ],
      "text/plain": [
       "| 0            | 1       | 0.0498504   | 31.203ms     |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Done         |         | 100         | 330.71ms     |</pre>"
      ],
      "text/plain": [
       "| Done         |         | 100         | 330.71ms     |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\"><table frame=\"box\" rules=\"cols\">\n",
       "    <tr>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">query_label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">reference_label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">distance</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">rank</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">50000</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0.0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">38.5852216196</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">11293</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">41.9754457649</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">22193</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">42.8440615614</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">0</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">36138</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">42.8565376605</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">5</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[5 rows x 4 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tquery_label\tint\n",
       "\treference_label\tint\n",
       "\tdistance\tfloat\n",
       "\trank\tint\n",
       "\n",
       "Rows: 5\n",
       "\n",
       "Data:\n",
       "+-------------+-----------------+---------------+------+\n",
       "| query_label | reference_label |    distance   | rank |\n",
       "+-------------+-----------------+---------------+------+\n",
       "|      0      |      50000      |      0.0      |  1   |\n",
       "|      0      |       6567      | 38.5852216196 |  2   |\n",
       "|      0      |      11293      | 41.9754457649 |  3   |\n",
       "|      0      |      22193      | 42.8440615614 |  4   |\n",
       "|      0      |      36138      | 42.8565376605 |  5   |\n",
       "+-------------+-----------------+---------------+------+\n",
       "[5 rows x 4 columns]"
      ]
     },
     "execution_count": 144,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sim_frame = knn_model.query(me_test)\n",
    "sim_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre>Starting pairwise querying.</pre>"
      ],
      "text/plain": [
       "Starting pairwise querying."
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Query points | # Pairs | % Complete. | Elapsed Time |</pre>"
      ],
      "text/plain": [
       "| Query points | # Pairs | % Complete. | Elapsed Time |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| 0            | 1       | 0.0498504   | 21.555ms     |</pre>"
      ],
      "text/plain": [
       "| 0            | 1       | 0.0498504   | 21.555ms     |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>| Done         |         | 100         | 300.054ms    |</pre>"
      ],
      "text/plain": [
       "| Done         |         | 100         | 300.054ms    |"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre>+--------------+---------+-------------+--------------+</pre>"
      ],
      "text/plain": [
       "+--------------+---------+-------------+--------------+"
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     },
     "metadata": {},
     "output_type": "display_data"
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     "data": {
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       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">image</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">label</th>\n",
       "        <th style=\"padding-left: 1em; padding-right: 1em; text-align: center\">deep_features</th>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.65598785877, 0.0, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
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       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[0.746178746223, 0.0,<br>0.0, 0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[65.0, 50.0, 49.0, 69.0,<br>60.0, 58.0, 68.0, 64.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">22193</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">cat</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[1.68015229702, 0.0, 0.0,<br>0.0, 0.0, 0.0, ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[157.0, 169.0, 166.0,<br>134.0, 147.0, 140.0, ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">36138</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">Height: 32 Width: 32</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">bird</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[2.21122026443, 0.0, 0.0,<br>0.0, 0.0, 0.692190349 ...</td>\n",
       "        <td style=\"padding-left: 1em; padding-right: 1em; text-align: center; vertical-align: top\">[56.0, 52.0, 36.0, 71.0,<br>60.0, 42.0, 57.0, 48.0, ...</td>\n",
       "    </tr>\n",
       "</table>\n",
       "[4 rows x 5 columns]<br/>\n",
       "</div>"
      ],
      "text/plain": [
       "Columns:\n",
       "\tid\tint\n",
       "\timage\tImage\n",
       "\tlabel\tstr\n",
       "\tdeep_features\tarray\n",
       "\timage_array\tarray\n",
       "\n",
       "Rows: 4\n",
       "\n",
       "Data:\n",
       "+-------+----------------------+-------+-------------------------------+\n",
       "|   id  |        image         | label |         deep_features         |\n",
       "+-------+----------------------+-------+-------------------------------+\n",
       "|  6567 | Height: 32 Width: 32 |  cat  | [1.65598785877, 0.0, 0.0, ... |\n",
       "| 11293 | Height: 32 Width: 32 |  cat  | [0.746178746223, 0.0, 0.0,... |\n",
       "| 22193 | Height: 32 Width: 32 |  cat  | [1.68015229702, 0.0, 0.0, ... |\n",
       "| 36138 | Height: 32 Width: 32 |  bird | [2.21122026443, 0.0, 0.0, ... |\n",
       "+-------+----------------------+-------+-------------------------------+\n",
       "+-------------------------------+\n",
       "|          image_array          |\n",
       "+-------------------------------+\n",
       "| [115.0, 91.0, 84.0, 156.0,... |\n",
       "| [65.0, 50.0, 49.0, 69.0, 6... |\n",
       "| [157.0, 169.0, 166.0, 134.... |\n",
       "| [56.0, 52.0, 36.0, 71.0, 6... |\n",
       "+-------------------------------+\n",
       "[4 rows x 5 columns]"
      ]
     },
     "execution_count": 147,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def reveal_my_twin(x):\n",
    "    return gl_img.filter_by(x['reference_label'],'id')\n",
    "\n",
    "spirit_animal = reveal_my_twin(knn_model.query(me_test))\n",
    "spirit_animal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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\"height\": 96, \"channels\": 3, \"width\": 96, \"type\": \"image\", \"id\": 4596012688}], \"selected_variable\": {\"name\": [\"<SArray>\"], \"dtype\": \"Image\", \"view_component\": \"Images\", \"view_file\": \"sarray\", \"descriptives\": {\"rows\": 1}, \"type\": \"SArray\", \"view_components\": [\"Images\"]}}, e);\n",
       "                });\n",
       "            })();\n",
       "        "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "graphlab.image_analysis.resize(spirit_animal['image'][0:1], 96,96).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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